Overview
Brought to you by YData
Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 740 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 26 |
| Duplicate rows (%) | 3.5% |
| Total size in memory | 121.5 KiB |
| Average record size in memory | 168.2 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 7 |
| Dataset has 26 (3.5%) duplicate rows | Duplicates |
Age is highly overall correlated with Service time and 2 other fields | High correlation |
Body mass index is highly overall correlated with Education and 4 other fields | High correlation |
Disciplinary failure is highly overall correlated with Reason for absence | High correlation |
Distance from Residence to Work is highly overall correlated with Social drinker and 1 other fields | High correlation |
Education is highly overall correlated with Body mass index and 1 other fields | High correlation |
Height is highly overall correlated with Social smoker | High correlation |
ID is highly overall correlated with Education and 3 other fields | High correlation |
Month of absence is highly overall correlated with Seasons | High correlation |
Reason for absence is highly overall correlated with Disciplinary failure | High correlation |
Seasons is highly overall correlated with Month of absence | High correlation |
Service time is highly overall correlated with Age and 4 other fields | High correlation |
Social drinker is highly overall correlated with Age and 6 other fields | High correlation |
Social smoker is highly overall correlated with Body mass index and 3 other fields | High correlation |
Son is highly overall correlated with Age and 4 other fields | High correlation |
Transportation expense is highly overall correlated with Social drinker and 1 other fields | High correlation |
Weight is highly overall correlated with Body mass index and 3 other fields | High correlation |
Disciplinary failure is highly imbalanced (69.7%) | Imbalance |
Education is highly imbalanced (56.9%) | Imbalance |
Social smoker is highly imbalanced (62.3%) | Imbalance |
Reason for absence has 43 (5.8%) zeros | Zeros |
Pet has 460 (62.2%) zeros | Zeros |
Absenteeism time in hours has 44 (5.9%) zeros | Zeros |
Reproduction
| Analysis started | 2025-03-15 09:42:08.316475 |
|---|---|
| Analysis finished | 2025-03-15 09:42:54.785971 |
| Duration | 46.47 seconds |
| Software version | ydata-profiling vv4.14.0 |
| Download configuration | config.json |
Variables
ID
Real number (ℝ)
High correlation
| Distinct | 36 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.017568 |
| Minimum | 1 |
|---|---|
| Maximum | 36 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 9 |
| median | 18 |
| Q3 | 28 |
| 95-th percentile | 34 |
| Maximum | 36 |
| Range | 35 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 11.021247 |
|---|---|
| Coefficient of variation (CV) | 0.61169452 |
| Kurtosis | -1.2518183 |
| Mean | 18.017568 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.016605907 |
| Sum | 13333 |
| Variance | 121.46789 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) |
| 3 | 113 | |
| 28 | 76 | 10.3% |
| 34 | 55 | 7.4% |
| 22 | 46 | 6.2% |
| 20 | 42 | 5.7% |
| 11 | 40 | 5.4% |
| 15 | 37 | 5.0% |
| 36 | 34 | 4.6% |
| 24 | 30 | 4.1% |
| 14 | 29 | 3.9% |
| Other values (26) | 238 |
| Value | Count | Frequency (%) |
| 1 | 23 | 3.1% |
| 2 | 6 | 0.8% |
| 3 | 113 | |
| 4 | 1 | 0.1% |
| 5 | 19 | 2.6% |
| 6 | 8 | 1.1% |
| 7 | 6 | 0.8% |
| 8 | 2 | 0.3% |
| 9 | 8 | 1.1% |
| 10 | 24 | 3.2% |
| Value | Count | Frequency (%) |
| 36 | 34 | |
| 35 | 1 | 0.1% |
| 34 | 55 | |
| 33 | 24 | 3.2% |
| 32 | 5 | 0.7% |
| 31 | 3 | 0.4% |
| 30 | 7 | 0.9% |
| 29 | 5 | 0.7% |
| 28 | 76 | |
| 27 | 7 | 0.9% |
Reason for absence
Real number (ℝ)
High correlation Zeros
| Distinct | 28 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.216216 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 43 |
| Zeros (%) | 5.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 13 |
| median | 23 |
| Q3 | 26 |
| 95-th percentile | 28 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 8.4334059 |
|---|---|
| Coefficient of variation (CV) | 0.43886922 |
| Kurtosis | -0.25992507 |
| Mean | 19.216216 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.91531237 |
| Sum | 14220 |
| Variance | 71.122335 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) |
| 23 | 149 | |
| 28 | 112 | |
| 27 | 69 | |
| 13 | 55 | 7.4% |
| 0 | 43 | 5.8% |
| 19 | 40 | 5.4% |
| 22 | 38 | 5.1% |
| 26 | 33 | 4.5% |
| 25 | 31 | 4.2% |
| 11 | 26 | 3.5% |
| Other values (18) | 144 |
| Value | Count | Frequency (%) |
| 0 | 43 | |
| 1 | 16 | 2.2% |
| 2 | 1 | 0.1% |
| 3 | 1 | 0.1% |
| 4 | 2 | 0.3% |
| 5 | 3 | 0.4% |
| 6 | 8 | 1.1% |
| 7 | 15 | 2.0% |
| 8 | 6 | 0.8% |
| 9 | 4 | 0.5% |
| Value | Count | Frequency (%) |
| 28 | 112 | |
| 27 | 69 | |
| 26 | 33 | 4.5% |
| 25 | 31 | 4.2% |
| 24 | 3 | 0.4% |
| 23 | 149 | |
| 22 | 38 | 5.1% |
| 21 | 6 | 0.8% |
| 19 | 40 | 5.4% |
| 18 | 21 | 2.8% |
Month of absence
Real number (ℝ)
High correlation
| Distinct | 13 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.3243243 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 3 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.4362869 |
|---|---|
| Coefficient of variation (CV) | 0.54334451 |
| Kurtosis | -1.2549665 |
| Mean | 6.3243243 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.069368542 |
| Sum | 4680 |
| Variance | 11.808068 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 3 | 87 | |
| 2 | 72 | |
| 10 | 71 | |
| 7 | 67 | |
| 5 | 64 | |
| 11 | 63 | |
| 8 | 54 | |
| 6 | 54 | |
| 9 | 53 | |
| 4 | 53 | |
| Other values (3) | 102 |
| Value | Count | Frequency (%) |
| 0 | 3 | 0.4% |
| 1 | 50 | |
| 2 | 72 | |
| 3 | 87 | |
| 4 | 53 | |
| 5 | 64 | |
| 6 | 54 | |
| 7 | 67 | |
| 8 | 54 | |
| 9 | 53 |
| Value | Count | Frequency (%) |
| 12 | 49 | |
| 11 | 63 | |
| 10 | 71 | |
| 9 | 53 | |
| 8 | 54 | |
| 7 | 67 | |
| 6 | 54 | |
| 5 | 64 | |
| 4 | 53 | |
| 3 | 87 |
Day of the week
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 42.0 KiB |
| 2 | |
|---|---|
| 4 | |
| 3 | |
| 6 | |
| 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 4 |
| 4th row | 5 |
| 5th row | 5 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 161 | |
| 4 | 156 | |
| 3 | 154 | |
| 6 | 144 | |
| 5 | 125 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 161 | |
| 4 | 156 | |
| 3 | 154 | |
| 6 | 144 | |
| 5 | 125 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 161 | |
| 4 | 156 | |
| 3 | 154 | |
| 6 | 144 | |
| 5 | 125 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 161 | |
| 4 | 156 | |
| 3 | 154 | |
| 6 | 144 | |
| 5 | 125 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 161 | |
| 4 | 156 | |
| 3 | 154 | |
| 6 | 144 | |
| 5 | 125 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 161 | |
| 4 | 156 | |
| 3 | 154 | |
| 6 | 144 | |
| 5 | 125 |
Seasons
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 42.0 KiB |
| 4 | |
|---|---|
| 2 | |
| 3 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 195 | |
| 2 | 192 | |
| 3 | 183 | |
| 1 | 170 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 195 | |
| 2 | 192 | |
| 3 | 183 | |
| 1 | 170 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 195 | |
| 2 | 192 | |
| 3 | 183 | |
| 1 | 170 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 4 | 195 | |
| 2 | 192 | |
| 3 | 183 | |
| 1 | 170 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 4 | 195 | |
| 2 | 192 | |
| 3 | 183 | |
| 1 | 170 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 4 | 195 | |
| 2 | 192 | |
| 3 | 183 | |
| 1 | 170 |
Transportation expense
Real number (ℝ)
High correlation
| Distinct | 24 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 221.32973 |
| Minimum | 118 |
|---|---|
| Maximum | 388 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 118 |
|---|---|
| 5-th percentile | 118 |
| Q1 | 179 |
| median | 225 |
| Q3 | 260 |
| 95-th percentile | 361 |
| Maximum | 388 |
| Range | 270 |
| Interquartile range (IQR) | 81 |
Descriptive statistics
| Standard deviation | 66.952223 |
|---|---|
| Coefficient of variation (CV) | 0.30249991 |
| Kurtosis | -0.31829102 |
| Mean | 221.32973 |
| Median Absolute Deviation (MAD) | 46 |
| Skewness | 0.39618864 |
| Sum | 163784 |
| Variance | 4482.6002 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 179 | 180 | |
| 118 | 92 | |
| 225 | 81 | |
| 235 | 58 | 7.8% |
| 289 | 45 | 6.1% |
| 260 | 42 | 5.7% |
| 291 | 40 | 5.4% |
| 246 | 30 | 4.1% |
| 155 | 29 | 3.9% |
| 361 | 24 | 3.2% |
| Other values (14) | 119 |
| Value | Count | Frequency (%) |
| 118 | 92 | |
| 155 | 29 | 3.9% |
| 157 | 7 | 0.9% |
| 179 | 180 | |
| 184 | 7 | 0.9% |
| 189 | 8 | 1.1% |
| 225 | 81 | |
| 228 | 8 | 1.1% |
| 231 | 2 | 0.3% |
| 233 | 7 | 0.9% |
| Value | Count | Frequency (%) |
| 388 | 3 | 0.4% |
| 378 | 8 | 1.1% |
| 369 | 15 | 2.0% |
| 361 | 24 | |
| 330 | 16 | 2.2% |
| 300 | 5 | 0.7% |
| 291 | 40 | |
| 289 | 45 | |
| 279 | 6 | 0.8% |
| 268 | 3 | 0.4% |
Distance from Residence to Work
Real number (ℝ)
High correlation
| Distinct | 25 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.631081 |
| Minimum | 5 |
|---|---|
| Maximum | 52 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 16 |
| median | 26 |
| Q3 | 50 |
| 95-th percentile | 51 |
| Maximum | 52 |
| Range | 47 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 14.836788 |
|---|---|
| Coefficient of variation (CV) | 0.50071708 |
| Kurtosis | -1.2616826 |
| Mean | 29.631081 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.31208278 |
| Sum | 21927 |
| Variance | 220.13029 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 26 | 128 | |
| 51 | 120 | |
| 10 | 55 | 7.4% |
| 25 | 54 | 7.3% |
| 50 | 45 | 6.1% |
| 36 | 40 | 5.4% |
| 31 | 37 | 5.0% |
| 13 | 34 | 4.6% |
| 12 | 29 | 3.9% |
| 11 | 26 | 3.5% |
| Other values (15) | 172 |
| Value | Count | Frequency (%) |
| 5 | 6 | 0.8% |
| 10 | 55 | |
| 11 | 26 | |
| 12 | 29 | |
| 13 | 34 | |
| 14 | 9 | 1.2% |
| 15 | 9 | 1.2% |
| 16 | 26 | |
| 17 | 15 | 2.0% |
| 20 | 19 | 2.6% |
| Value | Count | Frequency (%) |
| 52 | 24 | 3.2% |
| 51 | 120 | |
| 50 | 45 | 6.1% |
| 49 | 8 | 1.1% |
| 48 | 5 | 0.7% |
| 45 | 1 | 0.1% |
| 42 | 7 | 0.9% |
| 36 | 40 | 5.4% |
| 35 | 2 | 0.3% |
| 31 | 37 | 5.0% |
Service time
Real number (ℝ)
High correlation
| Distinct | 18 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.554054 |
| Minimum | 1 |
|---|---|
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 9 |
| median | 13 |
| Q3 | 16 |
| 95-th percentile | 18 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.3848734 |
|---|---|
| Coefficient of variation (CV) | 0.34927947 |
| Kurtosis | 0.68311078 |
| Mean | 12.554054 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.0047195633 |
| Sum | 9290 |
| Variance | 19.227115 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 18 | 147 | |
| 9 | 126 | |
| 14 | 85 | |
| 13 | 73 | |
| 12 | 61 | |
| 10 | 55 | 7.4% |
| 11 | 50 | 6.8% |
| 16 | 38 | 5.1% |
| 3 | 24 | 3.2% |
| 17 | 20 | 2.7% |
| Other values (8) | 61 |
| Value | Count | Frequency (%) |
| 1 | 7 | 0.9% |
| 3 | 24 | 3.2% |
| 4 | 16 | 2.2% |
| 6 | 7 | 0.9% |
| 7 | 7 | 0.9% |
| 8 | 13 | 1.8% |
| 9 | 126 | |
| 10 | 55 | |
| 11 | 50 | 6.8% |
| 12 | 61 |
| Value | Count | Frequency (%) |
| 29 | 5 | 0.7% |
| 24 | 2 | 0.3% |
| 18 | 147 | |
| 17 | 20 | 2.7% |
| 16 | 38 | 5.1% |
| 15 | 4 | 0.5% |
| 14 | 85 | |
| 13 | 73 | |
| 12 | 61 | |
| 11 | 50 | 6.8% |
Age
Real number (ℝ)
High correlation
| Distinct | 22 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.45 |
| Minimum | 27 |
|---|---|
| Maximum | 58 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 27 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 31 |
| median | 37 |
| Q3 | 40 |
| 95-th percentile | 50 |
| Maximum | 58 |
| Range | 31 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.4787725 |
|---|---|
| Coefficient of variation (CV) | 0.1777441 |
| Kurtosis | 0.43161305 |
| Mean | 36.45 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.69770341 |
| Sum | 26973 |
| Variance | 41.974493 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 28 | 117 | |
| 38 | 113 | |
| 37 | 78 | |
| 40 | 58 | |
| 33 | 51 | |
| 36 | 50 | 6.8% |
| 30 | 46 | 6.2% |
| 50 | 37 | 5.0% |
| 41 | 34 | 4.6% |
| 34 | 29 | 3.9% |
| Other values (12) | 127 |
| Value | Count | Frequency (%) |
| 27 | 7 | 0.9% |
| 28 | 117 | |
| 29 | 7 | 0.9% |
| 30 | 46 | 6.2% |
| 31 | 22 | 3.0% |
| 32 | 13 | 1.8% |
| 33 | 51 | |
| 34 | 29 | 3.9% |
| 36 | 50 | |
| 37 | 78 |
| Value | Count | Frequency (%) |
| 58 | 8 | 1.1% |
| 53 | 1 | 0.1% |
| 50 | 37 | |
| 49 | 5 | 0.7% |
| 48 | 6 | 0.8% |
| 47 | 24 | |
| 46 | 2 | 0.3% |
| 43 | 24 | |
| 41 | 34 | |
| 40 | 58 |
Work load Average/day
Real number (ℝ)
| Distinct | 38 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 271.49024 |
| Minimum | 205.917 |
|---|---|
| Maximum | 378.884 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 205.917 |
|---|---|
| 5-th percentile | 222.196 |
| Q1 | 244.387 |
| median | 264.249 |
| Q3 | 294.217 |
| 95-th percentile | 343.253 |
| Maximum | 378.884 |
| Range | 172.967 |
| Interquartile range (IQR) | 49.83 |
Descriptive statistics
| Standard deviation | 39.058116 |
|---|---|
| Coefficient of variation (CV) | 0.14386564 |
| Kurtosis | 0.61818796 |
| Mean | 271.49024 |
| Median Absolute Deviation (MAD) | 20.604 |
| Skewness | 0.96145661 |
| Sum | 200902.77 |
| Variance | 1525.5364 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=38)
| Value | Count | Frequency (%) |
| 222.196 | 36 | 4.9% |
| 264.249 | 33 | 4.5% |
| 237.656 | 32 | 4.3% |
| 343.253 | 29 | 3.9% |
| 265.017 | 28 | 3.8% |
| 284.853 | 25 | 3.4% |
| 308.593 | 24 | 3.2% |
| 268.519 | 23 | 3.1% |
| 244.387 | 22 | 3.0% |
| 241.476 | 22 | 3.0% |
| Other values (28) | 466 |
| Value | Count | Frequency (%) |
| 205.917 | 21 | |
| 222.196 | 36 | |
| 230.29 | 20 | |
| 236.629 | 19 | |
| 237.656 | 32 | |
| 239.409 | 13 | 1.8% |
| 239.554 | 19 | |
| 241.476 | 22 | |
| 244.387 | 22 | |
| 246.074 | 16 |
| Value | Count | Frequency (%) |
| 378.884 | 16 | |
| 377.55 | 16 | |
| 343.253 | 29 | |
| 330.061 | 11 | 1.5% |
| 326.452 | 20 | |
| 313.532 | 15 | |
| 308.593 | 24 | |
| 306.345 | 18 | |
| 302.585 | 18 | |
| 294.217 | 19 |
Hit target
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.587838 |
| Minimum | 81 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 81 |
|---|---|
| 5-th percentile | 88 |
| Q1 | 93 |
| median | 95 |
| Q3 | 97 |
| 95-th percentile | 99 |
| Maximum | 100 |
| Range | 19 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.7793131 |
|---|---|
| Coefficient of variation (CV) | 0.039955593 |
| Kurtosis | 2.4190423 |
| Mean | 94.587838 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -1.2617082 |
| Sum | 69995 |
| Variance | 14.283208 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 93 | 105 | |
| 99 | 102 | |
| 97 | 89 | |
| 92 | 79 | |
| 95 | 75 | |
| 96 | 75 | |
| 98 | 66 | |
| 91 | 45 | |
| 94 | 34 | 4.6% |
| 88 | 28 | 3.8% |
| Other values (3) | 42 | 5.7% |
| Value | Count | Frequency (%) |
| 81 | 19 | 2.6% |
| 87 | 12 | 1.6% |
| 88 | 28 | 3.8% |
| 91 | 45 | |
| 92 | 79 | |
| 93 | 105 | |
| 94 | 34 | 4.6% |
| 95 | 75 | |
| 96 | 75 | |
| 97 | 89 |
| Value | Count | Frequency (%) |
| 100 | 11 | 1.5% |
| 99 | 102 | |
| 98 | 66 | |
| 97 | 89 | |
| 96 | 75 | |
| 95 | 75 | |
| 94 | 34 | 4.6% |
| 93 | 105 | |
| 92 | 79 | |
| 91 | 45 |
Disciplinary failure
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 42.0 KiB |
| 0 | |
|---|---|
| 1 | 40 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 700 | |
| 1 | 40 | 5.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 700 | |
| 1 | 40 | 5.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 700 | |
| 1 | 40 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 700 | |
| 1 | 40 | 5.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 700 | |
| 1 | 40 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 700 | |
| 1 | 40 | 5.4% |
Education
Categorical
High correlation Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 42.0 KiB |
| 1 | |
|---|---|
| 3 | |
| 2 | 46 |
| 4 | 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 611 | |
| 3 | 79 | 10.7% |
| 2 | 46 | 6.2% |
| 4 | 4 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 611 | |
| 3 | 79 | 10.7% |
| 2 | 46 | 6.2% |
| 4 | 4 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 611 | |
| 3 | 79 | 10.7% |
| 2 | 46 | 6.2% |
| 4 | 4 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 611 | |
| 3 | 79 | 10.7% |
| 2 | 46 | 6.2% |
| 4 | 4 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 611 | |
| 3 | 79 | 10.7% |
| 2 | 46 | 6.2% |
| 4 | 4 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 611 | |
| 3 | 79 | 10.7% |
| 2 | 46 | 6.2% |
| 4 | 4 | 0.5% |
Son
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 42.0 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 4 | |
| 3 | 15 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 298 | |
| 1 | 229 | |
| 2 | 156 | |
| 4 | 42 | 5.7% |
| 3 | 15 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 298 | |
| 1 | 229 | |
| 2 | 156 | |
| 4 | 42 | 5.7% |
| 3 | 15 | 2.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 298 | |
| 1 | 229 | |
| 2 | 156 | |
| 4 | 42 | 5.7% |
| 3 | 15 | 2.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 298 | |
| 1 | 229 | |
| 2 | 156 | |
| 4 | 42 | 5.7% |
| 3 | 15 | 2.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 298 | |
| 1 | 229 | |
| 2 | 156 | |
| 4 | 42 | 5.7% |
| 3 | 15 | 2.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 298 | |
| 1 | 229 | |
| 2 | 156 | |
| 4 | 42 | 5.7% |
| 3 | 15 | 2.0% |
Social drinker
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 42.0 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 420 | |
| 0 | 320 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 420 | |
| 0 | 320 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 420 | |
| 0 | 320 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 420 | |
| 0 | 320 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 420 | |
| 0 | 320 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 420 | |
| 0 | 320 |
Social smoker
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 42.0 KiB |
| 0 | |
|---|---|
| 1 | 54 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 686 | |
| 1 | 54 | 7.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 686 | |
| 1 | 54 | 7.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 686 | |
| 1 | 54 | 7.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 686 | |
| 1 | 54 | 7.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 686 | |
| 1 | 54 | 7.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 740 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 686 | |
| 1 | 54 | 7.3% |
Pet
Real number (ℝ)
Zeros
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.74594595 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 460 |
| Zeros (%) | 62.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.3182583 |
|---|---|
| Coefficient of variation (CV) | 1.7672303 |
| Kurtosis | 9.6748269 |
| Mean | 0.74594595 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.7357154 |
| Sum | 552 |
| Variance | 1.7378049 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 460 | |
| 1 | 138 | 18.6% |
| 2 | 96 | 13.0% |
| 4 | 32 | 4.3% |
| 8 | 8 | 1.1% |
| 5 | 6 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 460 | |
| 1 | 138 | 18.6% |
| 2 | 96 | 13.0% |
| 4 | 32 | 4.3% |
| 5 | 6 | 0.8% |
| 8 | 8 | 1.1% |
| Value | Count | Frequency (%) |
| 8 | 8 | 1.1% |
| 5 | 6 | 0.8% |
| 4 | 32 | 4.3% |
| 2 | 96 | 13.0% |
| 1 | 138 | 18.6% |
| 0 | 460 |
Weight
Real number (ℝ)
High correlation
| Distinct | 26 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.035135 |
| Minimum | 56 |
|---|---|
| Maximum | 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 56 |
|---|---|
| 5-th percentile | 56 |
| Q1 | 69 |
| median | 83 |
| Q3 | 89 |
| 95-th percentile | 98 |
| Maximum | 108 |
| Range | 52 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 12.883211 |
|---|---|
| Coefficient of variation (CV) | 0.16300612 |
| Kurtosis | -0.91392762 |
| Mean | 79.035135 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.017001372 |
| Sum | 58486 |
| Variance | 165.97711 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 89 | 113 | |
| 69 | 85 | |
| 65 | 61 | 8.2% |
| 83 | 55 | 7.4% |
| 56 | 46 | 6.2% |
| 90 | 40 | 5.4% |
| 73 | 37 | 5.0% |
| 98 | 35 | 4.7% |
| 67 | 30 | 4.1% |
| 95 | 29 | 3.9% |
| Other values (16) | 209 |
| Value | Count | Frequency (%) |
| 56 | 46 | |
| 58 | 7 | 0.9% |
| 63 | 20 | 2.7% |
| 65 | 61 | |
| 67 | 30 | 4.1% |
| 68 | 13 | 1.8% |
| 69 | 85 | |
| 70 | 15 | 2.0% |
| 73 | 37 | |
| 75 | 19 | 2.6% |
| Value | Count | Frequency (%) |
| 108 | 5 | 0.7% |
| 106 | 19 | 2.6% |
| 100 | 2 | 0.3% |
| 98 | 35 | 4.7% |
| 95 | 29 | 3.9% |
| 94 | 4 | 0.5% |
| 90 | 40 | 5.4% |
| 89 | 113 | |
| 88 | 29 | 3.9% |
| 86 | 24 | 3.2% |
Height
Real number (ℝ)
High correlation
| Distinct | 14 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 172.11486 |
| Minimum | 163 |
|---|---|
| Maximum | 196 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 163 |
|---|---|
| 5-th percentile | 167 |
| Q1 | 169 |
| median | 170 |
| Q3 | 172 |
| 95-th percentile | 182 |
| Maximum | 196 |
| Range | 33 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 6.0349945 |
|---|---|
| Coefficient of variation (CV) | 0.035063761 |
| Kurtosis | 7.3172355 |
| Mean | 172.11486 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.5660597 |
| Sum | 127365 |
| Variance | 36.421159 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 170 | 166 | |
| 172 | 155 | |
| 169 | 95 | |
| 171 | 83 | |
| 178 | 57 | 7.7% |
| 168 | 48 | 6.5% |
| 167 | 34 | 4.6% |
| 196 | 29 | 3.9% |
| 165 | 24 | 3.2% |
| 182 | 20 | 2.7% |
| Other values (4) | 29 | 3.9% |
| Value | Count | Frequency (%) |
| 163 | 6 | 0.8% |
| 165 | 24 | 3.2% |
| 167 | 34 | 4.6% |
| 168 | 48 | 6.5% |
| 169 | 95 | |
| 170 | 166 | |
| 171 | 83 | |
| 172 | 155 | |
| 174 | 8 | 1.1% |
| 175 | 8 | 1.1% |
| Value | Count | Frequency (%) |
| 196 | 29 | 3.9% |
| 185 | 7 | 0.9% |
| 182 | 20 | 2.7% |
| 178 | 57 | 7.7% |
| 175 | 8 | 1.1% |
| 174 | 8 | 1.1% |
| 172 | 155 | |
| 171 | 83 | |
| 170 | 166 | |
| 169 | 95 |
Body mass index
Real number (ℝ)
High correlation
| Distinct | 17 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.677027 |
| Minimum | 19 |
|---|---|
| Maximum | 38 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 24 |
| median | 25 |
| Q3 | 31 |
| 95-th percentile | 32 |
| Maximum | 38 |
| Range | 19 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.2854522 |
|---|---|
| Coefficient of variation (CV) | 0.16064205 |
| Kurtosis | -0.314375 |
| Mean | 26.677027 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.30504566 |
| Sum | 19741 |
| Variance | 18.365101 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 31 | 147 | |
| 25 | 126 | |
| 24 | 86 | |
| 23 | 75 | |
| 28 | 59 | |
| 19 | 46 | 6.2% |
| 30 | 40 | 5.4% |
| 22 | 35 | 4.7% |
| 32 | 24 | 3.2% |
| 27 | 24 | 3.2% |
| Other values (7) | 78 |
| Value | Count | Frequency (%) |
| 19 | 46 | 6.2% |
| 21 | 22 | 3.0% |
| 22 | 35 | 4.7% |
| 23 | 75 | |
| 24 | 86 | |
| 25 | 126 | |
| 27 | 24 | 3.2% |
| 28 | 59 | |
| 29 | 23 | 3.1% |
| 30 | 40 | 5.4% |
| Value | Count | Frequency (%) |
| 38 | 19 | 2.6% |
| 36 | 5 | 0.7% |
| 35 | 2 | 0.3% |
| 34 | 1 | 0.1% |
| 33 | 6 | 0.8% |
| 32 | 24 | 3.2% |
| 31 | 147 | |
| 30 | 40 | 5.4% |
| 29 | 23 | 3.1% |
| 28 | 59 |
Absenteeism time in hours
Real number (ℝ)
Zeros
| Distinct | 19 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.9243243 |
| Minimum | 0 |
|---|---|
| Maximum | 120 |
| Zeros | 44 |
| Zeros (%) | 5.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 8 |
| 95-th percentile | 24 |
| Maximum | 120 |
| Range | 120 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 13.330998 |
|---|---|
| Coefficient of variation (CV) | 1.9252417 |
| Kurtosis | 38.777307 |
| Mean | 6.9243243 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 5.7207279 |
| Sum | 5124 |
| Variance | 177.71551 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 8 | 208 | |
| 2 | 157 | |
| 3 | 112 | |
| 1 | 88 | |
| 4 | 60 | 8.1% |
| 0 | 44 | 5.9% |
| 16 | 19 | 2.6% |
| 24 | 16 | 2.2% |
| 5 | 7 | 0.9% |
| 40 | 7 | 0.9% |
| Other values (9) | 22 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 44 | 5.9% |
| 1 | 88 | |
| 2 | 157 | |
| 3 | 112 | |
| 4 | 60 | 8.1% |
| 5 | 7 | 0.9% |
| 7 | 1 | 0.1% |
| 8 | 208 | |
| 16 | 19 | 2.6% |
| 24 | 16 | 2.2% |
| Value | Count | Frequency (%) |
| 120 | 3 | 0.4% |
| 112 | 2 | 0.3% |
| 104 | 1 | 0.1% |
| 80 | 3 | 0.4% |
| 64 | 3 | 0.4% |
| 56 | 2 | 0.3% |
| 48 | 1 | 0.1% |
| 40 | 7 | |
| 32 | 6 | 0.8% |
| 24 | 16 |
Interactions
Correlations
| Absenteeism time in hours | Age | Body mass index | Day of the week | Disciplinary failure | Distance from Residence to Work | Education | Height | Hit target | ID | Month of absence | Pet | Reason for absence | Seasons | Service time | Social drinker | Social smoker | Son | Transportation expense | Weight | Work load Average/day | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Absenteeism time in hours | 1.000 | -0.070 | -0.063 | 0.085 | 0.000 | 0.010 | 0.000 | 0.071 | 0.047 | -0.130 | 0.010 | 0.002 | -0.222 | 0.000 | -0.030 | 0.091 | 0.000 | 0.077 | 0.166 | -0.009 | 0.012 |
| Age | -0.070 | 1.000 | 0.480 | 0.100 | 0.171 | -0.148 | 0.262 | -0.019 | -0.013 | -0.059 | 0.002 | -0.276 | 0.021 | 0.081 | 0.759 | 0.572 | 0.287 | 0.580 | -0.141 | 0.369 | -0.062 |
| Body mass index | -0.063 | 0.480 | 1.000 | 0.074 | 0.179 | 0.080 | 0.567 | 0.009 | -0.046 | -0.298 | 0.032 | -0.031 | 0.067 | 0.109 | 0.565 | 0.504 | 0.674 | 0.446 | -0.148 | 0.887 | -0.106 |
| Day of the week | 0.085 | 0.100 | 0.074 | 1.000 | 0.000 | 0.086 | 0.000 | 0.000 | 0.000 | 0.097 | 0.000 | 0.013 | 0.077 | 0.042 | 0.067 | 0.000 | 0.000 | 0.130 | 0.124 | 0.106 | 0.010 |
| Disciplinary failure | 0.000 | 0.171 | 0.179 | 0.000 | 1.000 | 0.124 | 0.019 | 0.181 | 0.177 | 0.163 | 0.187 | 0.097 | 0.798 | 0.164 | 0.070 | 0.027 | 0.099 | 0.083 | 0.193 | 0.184 | 0.080 |
| Distance from Residence to Work | 0.010 | -0.148 | 0.080 | 0.086 | 0.124 | 1.000 | 0.391 | -0.318 | -0.010 | -0.496 | 0.001 | 0.197 | 0.161 | 0.091 | 0.097 | 0.600 | 0.521 | 0.478 | 0.287 | -0.042 | -0.077 |
| Education | 0.000 | 0.262 | 0.567 | 0.000 | 0.019 | 0.391 | 1.000 | 0.428 | 0.080 | 0.584 | 0.076 | 0.258 | 0.112 | 0.054 | 0.448 | 0.468 | 0.359 | 0.174 | 0.423 | 0.485 | 0.061 |
| Height | 0.071 | -0.019 | 0.009 | 0.000 | 0.181 | -0.318 | 0.428 | 1.000 | 0.071 | 0.110 | -0.042 | -0.084 | -0.116 | 0.129 | -0.041 | 0.341 | 0.617 | 0.452 | -0.198 | 0.323 | 0.010 |
| Hit target | 0.047 | -0.013 | -0.046 | 0.000 | 0.177 | -0.010 | 0.080 | 0.071 | 1.000 | -0.014 | -0.475 | -0.050 | 0.055 | 0.434 | 0.038 | 0.159 | 0.000 | 0.064 | -0.097 | -0.018 | -0.128 |
| ID | -0.130 | -0.059 | -0.298 | 0.097 | 0.163 | -0.496 | 0.584 | 0.110 | -0.014 | 1.000 | -0.001 | 0.014 | -0.050 | 0.108 | -0.374 | 0.624 | 0.536 | 0.552 | -0.215 | -0.269 | 0.111 |
| Month of absence | 0.010 | 0.002 | 0.032 | 0.000 | 0.187 | 0.001 | 0.076 | -0.042 | -0.475 | -0.001 | 1.000 | 0.086 | -0.083 | 0.889 | -0.062 | 0.142 | 0.126 | 0.110 | 0.154 | 0.011 | -0.087 |
| Pet | 0.002 | -0.276 | -0.031 | 0.013 | 0.097 | 0.197 | 0.258 | -0.084 | -0.050 | 0.014 | 0.086 | 1.000 | -0.098 | 0.108 | -0.342 | 0.414 | 0.362 | 0.396 | 0.471 | -0.079 | 0.051 |
| Reason for absence | -0.222 | 0.021 | 0.067 | 0.077 | 0.798 | 0.161 | 0.112 | -0.116 | 0.055 | -0.050 | -0.083 | -0.098 | 1.000 | 0.150 | 0.084 | 0.215 | 0.224 | 0.191 | -0.122 | 0.017 | -0.129 |
| Seasons | 0.000 | 0.081 | 0.109 | 0.042 | 0.164 | 0.091 | 0.054 | 0.129 | 0.434 | 0.108 | 0.889 | 0.108 | 0.150 | 1.000 | 0.115 | 0.060 | 0.071 | 0.126 | 0.157 | 0.142 | 0.449 |
| Service time | -0.030 | 0.759 | 0.565 | 0.067 | 0.070 | 0.097 | 0.448 | -0.041 | 0.038 | -0.374 | -0.062 | -0.342 | 0.084 | 0.115 | 1.000 | 0.678 | 0.412 | 0.505 | -0.285 | 0.535 | -0.072 |
| Social drinker | 0.091 | 0.572 | 0.504 | 0.000 | 0.027 | 0.600 | 0.468 | 0.341 | 0.159 | 0.624 | 0.142 | 0.414 | 0.215 | 0.060 | 0.678 | 1.000 | 0.100 | 0.244 | 0.576 | 0.676 | 0.076 |
| Social smoker | 0.000 | 0.287 | 0.674 | 0.000 | 0.099 | 0.521 | 0.359 | 0.617 | 0.000 | 0.536 | 0.126 | 0.362 | 0.224 | 0.071 | 0.412 | 0.100 | 1.000 | 0.371 | 0.229 | 0.393 | 0.102 |
| Son | 0.077 | 0.580 | 0.446 | 0.130 | 0.083 | 0.478 | 0.174 | 0.452 | 0.064 | 0.552 | 0.110 | 0.396 | 0.191 | 0.126 | 0.505 | 0.244 | 0.371 | 1.000 | 0.725 | 0.565 | 0.074 |
| Transportation expense | 0.166 | -0.141 | -0.148 | 0.124 | 0.193 | 0.287 | 0.423 | -0.198 | -0.097 | -0.215 | 0.154 | 0.471 | -0.122 | 0.157 | -0.285 | 0.576 | 0.229 | 0.725 | 1.000 | -0.219 | 0.003 |
| Weight | -0.009 | 0.369 | 0.887 | 0.106 | 0.184 | -0.042 | 0.485 | 0.323 | -0.018 | -0.269 | 0.011 | -0.079 | 0.017 | 0.142 | 0.535 | 0.676 | 0.393 | 0.565 | -0.219 | 1.000 | -0.049 |
| Work load Average/day | 0.012 | -0.062 | -0.106 | 0.010 | 0.080 | -0.077 | 0.061 | 0.010 | -0.128 | 0.111 | -0.087 | 0.051 | -0.129 | 0.449 | -0.072 | 0.076 | 0.102 | 0.074 | 0.003 | -0.049 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| ID | Reason for absence | Month of absence | Day of the week | Seasons | Transportation expense | Distance from Residence to Work | Service time | Age | Work load Average/day | Hit target | Disciplinary failure | Education | Son | Social drinker | Social smoker | Pet | Weight | Height | Body mass index | Absenteeism time in hours | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 11 | 26 | 7 | 3 | 1 | 289 | 36 | 13 | 33 | 239.554 | 97 | 0 | 1 | 2 | 1 | 0 | 1 | 90 | 172 | 30 | 4 |
| 1 | 36 | 0 | 7 | 3 | 1 | 118 | 13 | 18 | 50 | 239.554 | 97 | 1 | 1 | 1 | 1 | 0 | 0 | 98 | 178 | 31 | 0 |
| 2 | 3 | 23 | 7 | 4 | 1 | 179 | 51 | 18 | 38 | 239.554 | 97 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 2 |
| 3 | 7 | 7 | 7 | 5 | 1 | 279 | 5 | 14 | 39 | 239.554 | 97 | 0 | 1 | 2 | 1 | 1 | 0 | 68 | 168 | 24 | 4 |
| 4 | 11 | 23 | 7 | 5 | 1 | 289 | 36 | 13 | 33 | 239.554 | 97 | 0 | 1 | 2 | 1 | 0 | 1 | 90 | 172 | 30 | 2 |
| 5 | 3 | 23 | 7 | 6 | 1 | 179 | 51 | 18 | 38 | 239.554 | 97 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 2 |
| 6 | 10 | 22 | 7 | 6 | 1 | 361 | 52 | 3 | 28 | 239.554 | 97 | 0 | 1 | 1 | 1 | 0 | 4 | 80 | 172 | 27 | 8 |
| 7 | 20 | 23 | 7 | 6 | 1 | 260 | 50 | 11 | 36 | 239.554 | 97 | 0 | 1 | 4 | 1 | 0 | 0 | 65 | 168 | 23 | 4 |
| 8 | 14 | 19 | 7 | 2 | 1 | 155 | 12 | 14 | 34 | 239.554 | 97 | 0 | 1 | 2 | 1 | 0 | 0 | 95 | 196 | 25 | 40 |
| 9 | 1 | 22 | 7 | 2 | 1 | 235 | 11 | 14 | 37 | 239.554 | 97 | 0 | 3 | 1 | 0 | 0 | 1 | 88 | 172 | 29 | 8 |
| ID | Reason for absence | Month of absence | Day of the week | Seasons | Transportation expense | Distance from Residence to Work | Service time | Age | Work load Average/day | Hit target | Disciplinary failure | Education | Son | Social drinker | Social smoker | Pet | Weight | Height | Body mass index | Absenteeism time in hours | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 730 | 6 | 22 | 7 | 3 | 1 | 189 | 29 | 13 | 33 | 264.604 | 93 | 0 | 1 | 2 | 0 | 0 | 2 | 69 | 167 | 25 | 16 |
| 731 | 34 | 23 | 7 | 4 | 1 | 118 | 10 | 10 | 37 | 264.604 | 93 | 0 | 1 | 0 | 0 | 0 | 0 | 83 | 172 | 28 | 2 |
| 732 | 10 | 22 | 7 | 4 | 1 | 361 | 52 | 3 | 28 | 264.604 | 93 | 0 | 1 | 1 | 1 | 0 | 4 | 80 | 172 | 27 | 8 |
| 733 | 28 | 22 | 7 | 4 | 1 | 225 | 26 | 9 | 28 | 264.604 | 93 | 0 | 1 | 1 | 0 | 0 | 2 | 69 | 169 | 24 | 8 |
| 734 | 13 | 13 | 7 | 2 | 1 | 369 | 17 | 12 | 31 | 264.604 | 93 | 0 | 1 | 3 | 1 | 0 | 0 | 70 | 169 | 25 | 80 |
| 735 | 11 | 14 | 7 | 3 | 1 | 289 | 36 | 13 | 33 | 264.604 | 93 | 0 | 1 | 2 | 1 | 0 | 1 | 90 | 172 | 30 | 8 |
| 736 | 1 | 11 | 7 | 3 | 1 | 235 | 11 | 14 | 37 | 264.604 | 93 | 0 | 3 | 1 | 0 | 0 | 1 | 88 | 172 | 29 | 4 |
| 737 | 4 | 0 | 0 | 3 | 1 | 118 | 14 | 13 | 40 | 271.219 | 95 | 0 | 1 | 1 | 1 | 0 | 8 | 98 | 170 | 34 | 0 |
| 738 | 8 | 0 | 0 | 4 | 2 | 231 | 35 | 14 | 39 | 271.219 | 95 | 0 | 1 | 2 | 1 | 0 | 2 | 100 | 170 | 35 | 0 |
| 739 | 35 | 0 | 0 | 6 | 3 | 179 | 45 | 14 | 53 | 271.219 | 95 | 0 | 1 | 1 | 0 | 0 | 1 | 77 | 175 | 25 | 0 |
Duplicate rows
Most frequently occurring
| ID | Reason for absence | Month of absence | Day of the week | Seasons | Transportation expense | Distance from Residence to Work | Service time | Age | Work load Average/day | Hit target | Disciplinary failure | Education | Son | Social drinker | Social smoker | Pet | Weight | Height | Body mass index | Absenteeism time in hours | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | 3 | 27 | 2 | 4 | 2 | 179 | 51 | 18 | 38 | 251.818 | 96 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 3 | 4 |
| 14 | 22 | 27 | 4 | 6 | 3 | 179 | 26 | 9 | 30 | 246.288 | 91 | 0 | 3 | 0 | 0 | 0 | 0 | 56 | 171 | 19 | 2 | 4 |
| 3 | 3 | 27 | 2 | 4 | 2 | 179 | 51 | 18 | 38 | 264.249 | 97 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 2 | 3 |
| 5 | 3 | 27 | 2 | 6 | 2 | 179 | 51 | 18 | 38 | 251.818 | 96 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 3 | 3 |
| 7 | 3 | 27 | 3 | 4 | 2 | 179 | 51 | 18 | 38 | 222.196 | 99 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 2 | 3 |
| 8 | 3 | 27 | 3 | 5 | 2 | 179 | 51 | 18 | 38 | 222.196 | 99 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 3 | 3 |
| 0 | 3 | 23 | 7 | 6 | 1 | 179 | 51 | 18 | 38 | 239.554 | 97 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 2 | 2 |
| 1 | 3 | 27 | 2 | 2 | 2 | 179 | 51 | 18 | 38 | 264.249 | 97 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 2 | 2 |
| 4 | 3 | 27 | 2 | 5 | 2 | 179 | 51 | 18 | 38 | 264.249 | 97 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 2 | 2 |
| 6 | 3 | 27 | 2 | 6 | 2 | 179 | 51 | 18 | 38 | 264.249 | 97 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 2 | 2 |